Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 508 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 43.8 KiB |
| Average record size in memory | 88.3 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:58:32.661598 |
|---|---|
| Analysis finished | 2020-08-25 00:58:51.110651 |
| Duration | 18.45 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Cardiovascular_Mortality is highly correlated with Total_Mortality | High correlation |
Total_Mortality is highly correlated with Cardiovascular_Mortality | High correlation |
| Distinct count | 483 |
|---|---|
| Unique (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 169.04816923366758 |
|---|---|
| Minimum | 142.1300048828125 |
| Maximum | 231.72999572753903 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 142.1300049 |
|---|---|
| 5-th percentile | 150.2910034 |
| Q1 | 159.6350021 |
| median | 166.7400055 |
| Q3 | 176.4124947 |
| 95-th percentile | 196.4249977 |
| Maximum | 231.7299957 |
| Range | 89.59999084 |
| Interquartile range (IQR) | 16.77749252 |
Descriptive statistics
| Standard deviation | 14.18287311 |
|---|---|
| Coefficient of variation (CV) | 0.08389841294 |
| Kurtosis | 1.782809551 |
| Mean | 169.0481692 |
| Median Absolute Deviation (MAD) | 8.34500885 |
| Skewness | 1.05095701 |
| Sum | 85876.46997 |
| Variance | 201.1538896 |
| Value | Count | Frequency (%) | |
| 151.9199982 | 3 | 0.6% | |
| 165.2400055 | 2 | 0.4% | |
| 182.2799988 | 2 | 0.4% | |
| 184.6699982 | 2 | 0.4% | |
| 170.2700043 | 2 | 0.4% | |
| 158.6600037 | 2 | 0.4% | |
| 163.0299988 | 2 | 0.4% | |
| 154.4199982 | 2 | 0.4% | |
| 167.5500031 | 2 | 0.4% | |
| 182.3699951 | 2 | 0.4% | |
| 166.5200043 | 2 | 0.4% | |
| 160.4299927 | 2 | 0.4% | |
| 161.6399994 | 2 | 0.4% | |
| 185.6199951 | 2 | 0.4% | |
| 163.1600037 | 2 | 0.4% | |
| 157.7599945 | 2 | 0.4% | |
| 165.4199982 | 2 | 0.4% | |
| 161.4100037 | 2 | 0.4% | |
| 180.7799988 | 2 | 0.4% | |
| 160.8099976 | 2 | 0.4% | |
| 171.2700043 | 2 | 0.4% | |
| 166 | 2 | 0.4% | |
| 165.9799957 | 2 | 0.4% | |
| 206.9700012 | 2 | 0.4% | |
| 157.8999939 | 1 | 0.2% | |
| Other values (458) | 458 | 90.2% |
| Value | Count | Frequency (%) | |
| 142.1300049 | 1 | 0.2% | |
| 142.4100037 | 1 | 0.2% | |
| 143.5399933 | 1 | 0.2% | |
| 144.0700073 | 1 | 0.2% | |
| 144.75 | 1 | 0.2% | |
| 145.1000061 | 1 | 0.2% | |
| 145.3000031 | 1 | 0.2% | |
| 145.3200073 | 1 | 0.2% | |
| 145.3300018 | 1 | 0.2% | |
| 146.25 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 231.7299957 | 1 | 0.2% | |
| 229.3200073 | 1 | 0.2% | |
| 222.5599976 | 1 | 0.2% | |
| 216.6699982 | 1 | 0.2% | |
| 213.8999939 | 1 | 0.2% | |
| 212.9600067 | 1 | 0.2% | |
| 212.2400055 | 1 | 0.2% | |
| 208.2599945 | 1 | 0.2% | |
| 206.9700012 | 2 | 0.4% | |
| 206.2599945 | 1 | 0.2% |
| Distinct count | 478 |
|---|---|
| Unique (%) | 94.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.69887787526048 |
|---|---|
| Minimum | 68.11000061035156 |
| Maximum | 132.03999328613278 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 68.11000061 |
|---|---|
| 5-th percentile | 74.58000183 |
| Q1 | 81.90000343 |
| median | 87.33000183 |
| Q3 | 94.36000061 |
| 95-th percentile | 106.9120007 |
| Maximum | 132.0399933 |
| Range | 63.92999268 |
| Interquartile range (IQR) | 12.45999718 |
Descriptive statistics
| Standard deviation | 9.998688157 |
|---|---|
| Coefficient of variation (CV) | 0.112726208 |
| Kurtosis | 1.018111914 |
| Mean | 88.69887788 |
| Median Absolute Deviation (MAD) | 6.205001831 |
| Skewness | 0.8092612807 |
| Sum | 45059.02996 |
| Variance | 99.97376486 |
| Value | Count | Frequency (%) | |
| 87.33000183 | 3 | 0.6% | |
| 97.40000153 | 3 | 0.6% | |
| 74.58000183 | 2 | 0.4% | |
| 83.30000305 | 2 | 0.4% | |
| 87.01999664 | 2 | 0.4% | |
| 87.02999878 | 2 | 0.4% | |
| 95.29000092 | 2 | 0.4% | |
| 86.83000183 | 2 | 0.4% | |
| 89.34999847 | 2 | 0.4% | |
| 92.83999634 | 2 | 0.4% | |
| 80.52999878 | 2 | 0.4% | |
| 82.91000366 | 2 | 0.4% | |
| 90.48000336 | 2 | 0.4% | |
| 81.52999878 | 2 | 0.4% | |
| 92.33999634 | 2 | 0.4% | |
| 81.16999817 | 2 | 0.4% | |
| 94.36000061 | 2 | 0.4% | |
| 85.33000183 | 2 | 0.4% | |
| 85.51000214 | 2 | 0.4% | |
| 88.61000061 | 2 | 0.4% | |
| 85.58999634 | 2 | 0.4% | |
| 94.19000244 | 2 | 0.4% | |
| 73.62999725 | 2 | 0.4% | |
| 83.91999817 | 2 | 0.4% | |
| 82.47000122 | 2 | 0.4% | |
| Other values (453) | 456 | 89.8% |
| Value | Count | Frequency (%) | |
| 68.11000061 | 1 | 0.2% | |
| 68.45999908 | 1 | 0.2% | |
| 70.95999908 | 1 | 0.2% | |
| 71.01999664 | 1 | 0.2% | |
| 71.5 | 1 | 0.2% | |
| 71.95999908 | 1 | 0.2% | |
| 72.05000305 | 1 | 0.2% | |
| 72.37999725 | 1 | 0.2% | |
| 72.75 | 1 | 0.2% | |
| 72.83999634 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 132.0399933 | 1 | 0.2% | |
| 126.9499969 | 1 | 0.2% | |
| 121.1100006 | 1 | 0.2% | |
| 119.3000031 | 1 | 0.2% | |
| 118.5899963 | 1 | 0.2% | |
| 118.1999969 | 1 | 0.2% | |
| 116.0400009 | 1 | 0.2% | |
| 115.9899979 | 1 | 0.2% | |
| 115.9800034 | 1 | 0.2% | |
| 114.4100037 | 1 | 0.2% |
Temperature
Real number (ℝ≥0)
| Distinct count | 473 |
|---|---|
| Unique (%) | 93.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.26041332755501 |
|---|---|
| Minimum | 50.90999984741211 |
| Maximum | 99.87999725341795 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 50.90999985 |
|---|---|
| 5-th percentile | 60.23899975 |
| Q1 | 67.23500061 |
| median | 74.05500031 |
| Q3 | 81.48999786 |
| 95-th percentile | 88.19949951 |
| Maximum | 99.87999725 |
| Range | 48.96999741 |
| Interquartile range (IQR) | 14.25499725 |
Descriptive statistics
| Standard deviation | 9.01357783 |
|---|---|
| Coefficient of variation (CV) | 0.1213779647 |
| Kurtosis | -0.4415462271 |
| Mean | 74.26041333 |
| Median Absolute Deviation (MAD) | 7.055000305 |
| Skewness | 0.09515390921 |
| Sum | 37724.28997 |
| Variance | 81.24458529 |
| Value | Count | Frequency (%) | |
| 78.61000061 | 3 | 0.6% | |
| 68.34999847 | 3 | 0.6% | |
| 63.95000076 | 3 | 0.6% | |
| 80.23000336 | 2 | 0.4% | |
| 76.98999786 | 2 | 0.4% | |
| 73.06999969 | 2 | 0.4% | |
| 63.90999985 | 2 | 0.4% | |
| 82.08000183 | 2 | 0.4% | |
| 69.56999969 | 2 | 0.4% | |
| 61.90999985 | 2 | 0.4% | |
| 86.79000092 | 2 | 0.4% | |
| 75.68000031 | 2 | 0.4% | |
| 76.38999939 | 2 | 0.4% | |
| 62.93999863 | 2 | 0.4% | |
| 69.62999725 | 2 | 0.4% | |
| 78.48999786 | 2 | 0.4% | |
| 86.13999939 | 2 | 0.4% | |
| 77.98999786 | 2 | 0.4% | |
| 66.09999847 | 2 | 0.4% | |
| 71.88999939 | 2 | 0.4% | |
| 64.84999847 | 2 | 0.4% | |
| 81.48999786 | 2 | 0.4% | |
| 69.08999634 | 2 | 0.4% | |
| 66.75 | 2 | 0.4% | |
| 64.27999878 | 2 | 0.4% | |
| Other values (448) | 455 | 89.6% |
| Value | Count | Frequency (%) | |
| 50.90999985 | 1 | 0.2% | |
| 51.22000122 | 1 | 0.2% | |
| 51.25999832 | 1 | 0.2% | |
| 54.84000015 | 1 | 0.2% | |
| 54.84999847 | 1 | 0.2% | |
| 55.18000031 | 1 | 0.2% | |
| 55.33000183 | 1 | 0.2% | |
| 56.31999969 | 1 | 0.2% | |
| 56.52000046 | 1 | 0.2% | |
| 56.68000031 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 99.87999725 | 1 | 0.2% | |
| 98.94999695 | 1 | 0.2% | |
| 97.19999695 | 1 | 0.2% | |
| 97.15000153 | 1 | 0.2% | |
| 97.05000305 | 1 | 0.2% | |
| 96.23000336 | 1 | 0.2% | |
| 95.33999634 | 1 | 0.2% | |
| 93.43000031 | 1 | 0.2% | |
| 92.58999634 | 1 | 0.2% | |
| 92.55999756 | 1 | 0.2% |
Relative_Humidity
Real number (ℝ≥0)
| Distinct count | 478 |
|---|---|
| Unique (%) | 94.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.83080704756609 |
|---|---|
| Minimum | 17.649999618530273 |
| Maximum | 93.01000213623048 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 17.64999962 |
|---|---|
| 5-th percentile | 36.09799957 |
| Q1 | 51.83750057 |
| median | 60.45999908 |
| Q3 | 67.125 |
| 95-th percentile | 74.93249855 |
| Maximum | 93.01000214 |
| Range | 75.36000252 |
| Interquartile range (IQR) | 15.28749943 |
Descriptive statistics
| Standard deviation | 11.84406348 |
|---|---|
| Coefficient of variation (CV) | 0.2013241714 |
| Kurtosis | 0.2911220793 |
| Mean | 58.83080705 |
| Median Absolute Deviation (MAD) | 7.559997559 |
| Skewness | -0.5695628496 |
| Sum | 29886.04998 |
| Variance | 140.2818398 |
| Value | Count | Frequency (%) | |
| 57.97000122 | 3 | 0.6% | |
| 70.02999878 | 2 | 0.4% | |
| 70.83000183 | 2 | 0.4% | |
| 63.68000031 | 2 | 0.4% | |
| 46.86999893 | 2 | 0.4% | |
| 55.27999878 | 2 | 0.4% | |
| 69.69999695 | 2 | 0.4% | |
| 61.68000031 | 2 | 0.4% | |
| 52.18999863 | 2 | 0.4% | |
| 65.73000336 | 2 | 0.4% | |
| 65.19000244 | 2 | 0.4% | |
| 60.77000046 | 2 | 0.4% | |
| 65.55000305 | 2 | 0.4% | |
| 59.06999969 | 2 | 0.4% | |
| 75.36000061 | 2 | 0.4% | |
| 65.66999817 | 2 | 0.4% | |
| 55.54999924 | 2 | 0.4% | |
| 52.79999924 | 2 | 0.4% | |
| 55.61000061 | 2 | 0.4% | |
| 65.84999847 | 2 | 0.4% | |
| 56.68999863 | 2 | 0.4% | |
| 62.27999878 | 2 | 0.4% | |
| 68.33999634 | 2 | 0.4% | |
| 66.38999939 | 2 | 0.4% | |
| 69.58000183 | 2 | 0.4% | |
| Other values (453) | 457 | 90.0% |
| Value | Count | Frequency (%) | |
| 17.64999962 | 1 | 0.2% | |
| 23.13999939 | 1 | 0.2% | |
| 26.27000046 | 1 | 0.2% | |
| 27.5 | 1 | 0.2% | |
| 27.81999969 | 1 | 0.2% | |
| 28.37000084 | 1 | 0.2% | |
| 28.5 | 1 | 0.2% | |
| 28.69000053 | 1 | 0.2% | |
| 29.20000076 | 1 | 0.2% | |
| 29.86000061 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 93.01000214 | 1 | 0.2% | |
| 88.30999756 | 1 | 0.2% | |
| 86.94999695 | 1 | 0.2% | |
| 85.56999969 | 1 | 0.2% | |
| 85.33999634 | 1 | 0.2% | |
| 83.86000061 | 1 | 0.2% | |
| 81.88999939 | 1 | 0.2% | |
| 80.37000275 | 1 | 0.2% | |
| 77.62999725 | 1 | 0.2% | |
| 77.30999756 | 1 | 0.2% |
Carbon_Monoxide
Real number (ℝ≥0)
| Distinct count | 409 |
|---|---|
| Unique (%) | 80.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.909291334039583 |
|---|---|
| Minimum | 2.5199999809265137 |
| Maximum | 22.38999938964844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 2.519999981 |
|---|---|
| 5-th percentile | 3.660500085 |
| Q1 | 4.96999979 |
| median | 6.86500001 |
| Q3 | 10.07999969 |
| 95-th percentile | 14.6665 |
| Maximum | 22.38999939 |
| Range | 19.86999941 |
| Interquartile range (IQR) | 5.109999895 |
Descriptive statistics
| Standard deviation | 3.762013102 |
|---|---|
| Coefficient of variation (CV) | 0.4756447757 |
| Kurtosis | 1.161940102 |
| Mean | 7.909291334 |
| Median Absolute Deviation (MAD) | 2.170000076 |
| Skewness | 1.147543664 |
| Sum | 4017.919998 |
| Variance | 14.15274258 |
| Value | Count | Frequency (%) | |
| 5.139999866 | 4 | 0.8% | |
| 5.409999847 | 3 | 0.6% | |
| 4.659999847 | 3 | 0.6% | |
| 4.860000134 | 3 | 0.6% | |
| 4.840000153 | 3 | 0.6% | |
| 10.18999958 | 3 | 0.6% | |
| 7.420000076 | 3 | 0.6% | |
| 4.880000114 | 3 | 0.6% | |
| 3.880000114 | 3 | 0.6% | |
| 4.610000134 | 2 | 0.4% | |
| 3.690000057 | 2 | 0.4% | |
| 4.739999771 | 2 | 0.4% | |
| 4.699999809 | 2 | 0.4% | |
| 11.14999962 | 2 | 0.4% | |
| 7.360000134 | 2 | 0.4% | |
| 4.989999771 | 2 | 0.4% | |
| 6.539999962 | 2 | 0.4% | |
| 9.079999924 | 2 | 0.4% | |
| 7.849999905 | 2 | 0.4% | |
| 14.13000011 | 2 | 0.4% | |
| 8.409999847 | 2 | 0.4% | |
| 8.229999542 | 2 | 0.4% | |
| 12.34000015 | 2 | 0.4% | |
| 3.460000038 | 2 | 0.4% | |
| 4.340000153 | 2 | 0.4% | |
| Other values (384) | 448 | 88.2% |
| Value | Count | Frequency (%) | |
| 2.519999981 | 1 | 0.2% | |
| 2.799999952 | 1 | 0.2% | |
| 2.839999914 | 1 | 0.2% | |
| 2.900000095 | 1 | 0.2% | |
| 2.910000086 | 1 | 0.2% | |
| 3.019999981 | 1 | 0.2% | |
| 3.039999962 | 1 | 0.2% | |
| 3.079999924 | 1 | 0.2% | |
| 3.170000076 | 1 | 0.2% | |
| 3.25999999 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 22.38999939 | 1 | 0.2% | |
| 22.19000053 | 1 | 0.2% | |
| 20.54999924 | 1 | 0.2% | |
| 20.29000092 | 1 | 0.2% | |
| 20.04999924 | 1 | 0.2% | |
| 19.95999908 | 1 | 0.2% | |
| 19.76000023 | 1 | 0.2% | |
| 19.75 | 1 | 0.2% | |
| 19.39999962 | 1 | 0.2% | |
| 19.36000061 | 1 | 0.2% |
Sulfur_Dioxideglm.LAshumway
Real number (ℝ≥0)
| Distinct count | 282 |
|---|---|
| Unique (%) | 55.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8444291371998824 |
|---|---|
| Minimum | 0.8600000143051147 |
| Maximum | 6.570000171661378 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 0.8600000143 |
|---|---|
| 5-th percentile | 1.430499989 |
| Q1 | 2.049999952 |
| median | 2.74000001 |
| Q3 | 3.465000033 |
| 95-th percentile | 4.82650001 |
| Maximum | 6.570000172 |
| Range | 5.710000157 |
| Interquartile range (IQR) | 1.415000081 |
Descriptive statistics
| Standard deviation | 1.050619745 |
|---|---|
| Coefficient of variation (CV) | 0.3693604919 |
| Kurtosis | 0.5755264399 |
| Mean | 2.844429137 |
| Median Absolute Deviation (MAD) | 0.7150000334 |
| Skewness | 0.7892433822 |
| Sum | 1444.970002 |
| Variance | 1.103801849 |
| Value | Count | Frequency (%) | |
| 2.430000067 | 8 | 1.6% | |
| 2.75999999 | 7 | 1.4% | |
| 3.130000114 | 6 | 1.2% | |
| 2.779999971 | 5 | 1.0% | |
| 2.24000001 | 5 | 1.0% | |
| 2.529999971 | 5 | 1.0% | |
| 1.850000024 | 5 | 1.0% | |
| 1.860000014 | 5 | 1.0% | |
| 1.789999962 | 5 | 1.0% | |
| 2 | 5 | 1.0% | |
| 2.349999905 | 4 | 0.8% | |
| 3.640000105 | 4 | 0.8% | |
| 2.75 | 4 | 0.8% | |
| 2.390000105 | 4 | 0.8% | |
| 3.049999952 | 4 | 0.8% | |
| 2.25999999 | 4 | 0.8% | |
| 2.49000001 | 4 | 0.8% | |
| 1.74000001 | 3 | 0.6% | |
| 1.5 | 3 | 0.6% | |
| 3.099999905 | 3 | 0.6% | |
| 3.730000019 | 3 | 0.6% | |
| 2.279999971 | 3 | 0.6% | |
| 1.419999957 | 3 | 0.6% | |
| 3.650000095 | 3 | 0.6% | |
| 2.809999943 | 3 | 0.6% | |
| Other values (257) | 400 | 78.7% |
| Value | Count | Frequency (%) | |
| 0.8600000143 | 1 | 0.2% | |
| 1.070000052 | 1 | 0.2% | |
| 1.100000024 | 1 | 0.2% | |
| 1.120000005 | 3 | 0.6% | |
| 1.159999967 | 1 | 0.2% | |
| 1.169999957 | 1 | 0.2% | |
| 1.190000057 | 1 | 0.2% | |
| 1.200000048 | 1 | 0.2% | |
| 1.24000001 | 1 | 0.2% | |
| 1.25 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 6.570000172 | 1 | 0.2% | |
| 6.53000021 | 1 | 0.2% | |
| 6.489999771 | 1 | 0.2% | |
| 6.059999943 | 1 | 0.2% | |
| 6.039999962 | 1 | 0.2% | |
| 5.920000076 | 1 | 0.2% | |
| 5.909999847 | 2 | 0.4% | |
| 5.650000095 | 1 | 0.2% | |
| 5.639999866 | 1 | 0.2% | |
| 5.489999771 | 1 | 0.2% |
Nitrogen_Dioxide
Real number (ℝ≥0)
| Distinct count | 430 |
|---|---|
| Unique (%) | 84.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.221240176929264 |
|---|---|
| Minimum | 4.139999866485597 |
| Maximum | 25.18000030517578 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 4.139999866 |
|---|---|
| 5-th percentile | 5.823500085 |
| Q1 | 8.25750041 |
| median | 10.55499983 |
| Q3 | 13.51000023 |
| 95-th percentile | 19.24550056 |
| Maximum | 25.18000031 |
| Range | 21.04000044 |
| Interquartile range (IQR) | 5.252499819 |
Descriptive statistics
| Standard deviation | 4.080036655 |
|---|---|
| Coefficient of variation (CV) | 0.3635994409 |
| Kurtosis | 0.5264868262 |
| Mean | 11.22124018 |
| Median Absolute Deviation (MAD) | 2.645000219 |
| Skewness | 0.8661272239 |
| Sum | 5700.39001 |
| Variance | 16.6466991 |
| Value | Count | Frequency (%) | |
| 9.819999695 | 3 | 0.6% | |
| 10 | 3 | 0.6% | |
| 11.18000031 | 3 | 0.6% | |
| 7.869999886 | 3 | 0.6% | |
| 8.640000343 | 3 | 0.6% | |
| 7.699999809 | 3 | 0.6% | |
| 10.05000019 | 3 | 0.6% | |
| 8.600000381 | 3 | 0.6% | |
| 11.35000038 | 3 | 0.6% | |
| 8.739999771 | 3 | 0.6% | |
| 9.699999809 | 3 | 0.6% | |
| 10.5 | 2 | 0.4% | |
| 9.859999657 | 2 | 0.4% | |
| 10.80000019 | 2 | 0.4% | |
| 9.920000076 | 2 | 0.4% | |
| 15.90999985 | 2 | 0.4% | |
| 6.320000172 | 2 | 0.4% | |
| 7.889999866 | 2 | 0.4% | |
| 10.69999981 | 2 | 0.4% | |
| 11.05000019 | 2 | 0.4% | |
| 10.27000046 | 2 | 0.4% | |
| 9.949999809 | 2 | 0.4% | |
| 10.43000031 | 2 | 0.4% | |
| 13.51000023 | 2 | 0.4% | |
| 10.82999992 | 2 | 0.4% | |
| Other values (405) | 447 | 88.0% |
| Value | Count | Frequency (%) | |
| 4.139999866 | 1 | 0.2% | |
| 4.550000191 | 1 | 0.2% | |
| 4.559999943 | 1 | 0.2% | |
| 4.619999886 | 1 | 0.2% | |
| 4.699999809 | 1 | 0.2% | |
| 4.78000021 | 1 | 0.2% | |
| 4.980000019 | 1 | 0.2% | |
| 4.989999771 | 1 | 0.2% | |
| 5.090000153 | 1 | 0.2% | |
| 5.110000134 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 25.18000031 | 1 | 0.2% | |
| 24.01000023 | 1 | 0.2% | |
| 23.96999931 | 1 | 0.2% | |
| 23.55999947 | 1 | 0.2% | |
| 23.20000076 | 1 | 0.2% | |
| 23.10000038 | 1 | 0.2% | |
| 22.79999924 | 1 | 0.2% | |
| 22.79000092 | 1 | 0.2% | |
| 22.20000076 | 1 | 0.2% | |
| 21.89999962 | 1 | 0.2% |
Hydrocarbons
Real number (ℝ≥0)
| Distinct count | 479 |
|---|---|
| Unique (%) | 94.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.484153556072805 |
|---|---|
| Minimum | 21.56999969482422 |
| Maximum | 100.12000274658205 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 21.56999969 |
|---|---|
| 5-th percentile | 32.1605011 |
| Q1 | 40.2074995 |
| median | 48.2349987 |
| Q3 | 59.69250107 |
| 95-th percentile | 75.13750191 |
| Maximum | 100.1200027 |
| Range | 78.55000305 |
| Interquartile range (IQR) | 19.48500156 |
Descriptive statistics
| Standard deviation | 13.53358953 |
|---|---|
| Coefficient of variation (CV) | 0.2680759917 |
| Kurtosis | 0.01261561357 |
| Mean | 50.48415356 |
| Median Absolute Deviation (MAD) | 8.890001297 |
| Skewness | 0.668064363 |
| Sum | 25645.95001 |
| Variance | 183.1580456 |
| Value | Count | Frequency (%) | |
| 59.88000107 | 3 | 0.6% | |
| 48.86000061 | 2 | 0.4% | |
| 43.90000153 | 2 | 0.4% | |
| 60.13000107 | 2 | 0.4% | |
| 38.29000092 | 2 | 0.4% | |
| 43.54000092 | 2 | 0.4% | |
| 45.09999847 | 2 | 0.4% | |
| 65.55999756 | 2 | 0.4% | |
| 36.52000046 | 2 | 0.4% | |
| 54.36000061 | 2 | 0.4% | |
| 41.72000122 | 2 | 0.4% | |
| 69.88999939 | 2 | 0.4% | |
| 36.29999924 | 2 | 0.4% | |
| 41.29999924 | 2 | 0.4% | |
| 50.95000076 | 2 | 0.4% | |
| 64.05999756 | 2 | 0.4% | |
| 38.63000107 | 2 | 0.4% | |
| 46.65000153 | 2 | 0.4% | |
| 63.33000183 | 2 | 0.4% | |
| 43.77999878 | 2 | 0.4% | |
| 35.99000168 | 2 | 0.4% | |
| 53.13999939 | 2 | 0.4% | |
| 42.99000168 | 2 | 0.4% | |
| 45.11999893 | 2 | 0.4% | |
| 58.27000046 | 2 | 0.4% | |
| Other values (454) | 457 | 90.0% |
| Value | Count | Frequency (%) | |
| 21.56999969 | 1 | 0.2% | |
| 26.37000084 | 1 | 0.2% | |
| 26.54000092 | 1 | 0.2% | |
| 27.63999939 | 1 | 0.2% | |
| 27.95000076 | 1 | 0.2% | |
| 28.20000076 | 1 | 0.2% | |
| 28.34000015 | 1 | 0.2% | |
| 28.47999954 | 1 | 0.2% | |
| 28.69000053 | 1 | 0.2% | |
| 29.43000031 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 100.1200027 | 1 | 0.2% | |
| 91.47000122 | 1 | 0.2% | |
| 88.80000305 | 1 | 0.2% | |
| 86.98999786 | 1 | 0.2% | |
| 86.87000275 | 1 | 0.2% | |
| 85.30000305 | 1 | 0.2% | |
| 85.13999939 | 1 | 0.2% | |
| 84.11000061 | 1 | 0.2% | |
| 83.37999725 | 1 | 0.2% | |
| 83.08000183 | 1 | 0.2% |
Ozone
Real number (ℝ≥0)
| Distinct count | 432 |
|---|---|
| Unique (%) | 85.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.334448831757223 |
|---|---|
| Minimum | 1.1399999856948853 |
| Maximum | 22.049999237060547 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 1.139999986 |
|---|---|
| 5-th percentile | 2.467000031 |
| Q1 | 4.587500095 |
| median | 7.850000143 |
| Q3 | 11.25500011 |
| 95-th percentile | 16.17600021 |
| Maximum | 22.04999924 |
| Range | 20.90999925 |
| Interquartile range (IQR) | 6.667500019 |
Descriptive statistics
| Standard deviation | 4.445372305 |
|---|---|
| Coefficient of variation (CV) | 0.5333732794 |
| Kurtosis | -0.4163811876 |
| Mean | 8.334448832 |
| Median Absolute Deviation (MAD) | 3.3349998 |
| Skewness | 0.5601385292 |
| Sum | 4233.900007 |
| Variance | 19.76133493 |
| Value | Count | Frequency (%) | |
| 3.119999886 | 3 | 0.6% | |
| 5.710000038 | 3 | 0.6% | |
| 4.639999866 | 3 | 0.6% | |
| 3.849999905 | 3 | 0.6% | |
| 9.760000229 | 3 | 0.6% | |
| 3.069999933 | 3 | 0.6% | |
| 9.989999771 | 3 | 0.6% | |
| 2.119999886 | 3 | 0.6% | |
| 10.67000008 | 2 | 0.4% | |
| 7.360000134 | 2 | 0.4% | |
| 10.94999981 | 2 | 0.4% | |
| 4.150000095 | 2 | 0.4% | |
| 6.989999771 | 2 | 0.4% | |
| 14.27999973 | 2 | 0.4% | |
| 4.980000019 | 2 | 0.4% | |
| 8.720000267 | 2 | 0.4% | |
| 6.909999847 | 2 | 0.4% | |
| 5.150000095 | 2 | 0.4% | |
| 2.799999952 | 2 | 0.4% | |
| 8.819999695 | 2 | 0.4% | |
| 9.43999958 | 2 | 0.4% | |
| 9.619999886 | 2 | 0.4% | |
| 4.28000021 | 2 | 0.4% | |
| 4.800000191 | 2 | 0.4% | |
| 10.60000038 | 2 | 0.4% | |
| Other values (407) | 450 | 88.6% |
| Value | Count | Frequency (%) | |
| 1.139999986 | 1 | 0.2% | |
| 1.460000038 | 1 | 0.2% | |
| 1.590000033 | 1 | 0.2% | |
| 1.850000024 | 1 | 0.2% | |
| 1.879999995 | 1 | 0.2% | |
| 1.889999986 | 1 | 0.2% | |
| 1.919999957 | 1 | 0.2% | |
| 1.980000019 | 1 | 0.2% | |
| 2 | 1 | 0.2% | |
| 2.00999999 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 22.04999924 | 1 | 0.2% | |
| 20.25 | 1 | 0.2% | |
| 20.18000031 | 1 | 0.2% | |
| 20.04000092 | 1 | 0.2% | |
| 19.94000053 | 1 | 0.2% | |
| 19.86000061 | 1 | 0.2% | |
| 19.59000015 | 1 | 0.2% | |
| 19.37000084 | 1 | 0.2% | |
| 19.12000084 | 1 | 0.2% | |
| 18.87999916 | 1 | 0.2% |
Particulates
Real number (ℝ≥0)
| Distinct count | 494 |
|---|---|
| Unique (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.4132085559875 |
|---|---|
| Minimum | 20.25 |
| Maximum | 97.94000244140624 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 20.25 |
|---|---|
| 5-th percentile | 27.01899977 |
| Q1 | 35.85000038 |
| median | 44.25 |
| Q3 | 57.54249954 |
| 95-th percentile | 74.43199883 |
| Maximum | 97.94000244 |
| Range | 77.69000244 |
| Interquartile range (IQR) | 21.69249916 |
Descriptive statistics
| Standard deviation | 15.13825563 |
|---|---|
| Coefficient of variation (CV) | 0.3192835095 |
| Kurtosis | -0.4569357275 |
| Mean | 47.41320856 |
| Median Absolute Deviation (MAD) | 10.72000122 |
| Skewness | 0.5729688176 |
| Sum | 24085.90995 |
| Variance | 229.1667834 |
| Value | Count | Frequency (%) | |
| 32.25999832 | 3 | 0.6% | |
| 39.47000122 | 2 | 0.4% | |
| 45.54000092 | 2 | 0.4% | |
| 38.50999832 | 2 | 0.4% | |
| 37.25999832 | 2 | 0.4% | |
| 33.95999908 | 2 | 0.4% | |
| 39.15999985 | 2 | 0.4% | |
| 70.12999725 | 2 | 0.4% | |
| 57.52999878 | 2 | 0.4% | |
| 42.61999893 | 2 | 0.4% | |
| 32.68999863 | 2 | 0.4% | |
| 48.68999863 | 2 | 0.4% | |
| 54.20000076 | 2 | 0.4% | |
| 28.94000053 | 1 | 0.2% | |
| 53.77999878 | 1 | 0.2% | |
| 42.04000092 | 1 | 0.2% | |
| 34.02999878 | 1 | 0.2% | |
| 41.45999908 | 1 | 0.2% | |
| 75.04000092 | 1 | 0.2% | |
| 27.26000023 | 1 | 0.2% | |
| 49.90000153 | 1 | 0.2% | |
| 37.06999969 | 1 | 0.2% | |
| 36.50999832 | 1 | 0.2% | |
| 69.01000214 | 1 | 0.2% | |
| 40.61000061 | 1 | 0.2% | |
| Other values (469) | 469 | 92.3% |
| Value | Count | Frequency (%) | |
| 20.25 | 1 | 0.2% | |
| 21.79999924 | 1 | 0.2% | |
| 22.75 | 1 | 0.2% | |
| 23.48999977 | 1 | 0.2% | |
| 23.68000031 | 1 | 0.2% | |
| 24.23999977 | 1 | 0.2% | |
| 24.29000092 | 1 | 0.2% | |
| 24.46999931 | 1 | 0.2% | |
| 24.54999924 | 1 | 0.2% | |
| 24.60000038 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 97.94000244 | 1 | 0.2% | |
| 87.01999664 | 1 | 0.2% | |
| 86.54000092 | 1 | 0.2% | |
| 84.95999908 | 1 | 0.2% | |
| 84.62999725 | 1 | 0.2% | |
| 84.23000336 | 1 | 0.2% | |
| 83.30999756 | 1 | 0.2% | |
| 82.91999817 | 1 | 0.2% | |
| 82.84999847 | 1 | 0.2% | |
| 81.76000214 | 1 | 0.2% |
target
Real number (ℝ≥0)
| Distinct count | 365 |
|---|---|
| Unique (%) | 71.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.386515750659733 |
|---|---|
| Minimum | 4.150000095367432 |
| Maximum | 30.43000030517578 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 4.150000095 |
|---|---|
| 5-th percentile | 5.460000038 |
| Q1 | 6.667500019 |
| median | 7.760000229 |
| Q3 | 9.182500124 |
| 95-th percentile | 13.7005002 |
| Maximum | 30.43000031 |
| Range | 26.28000021 |
| Interquartile range (IQR) | 2.515000105 |
Descriptive statistics
| Standard deviation | 2.866401634 |
|---|---|
| Coefficient of variation (CV) | 0.3417869493 |
| Kurtosis | 12.72395634 |
| Mean | 8.386515751 |
| Median Absolute Deviation (MAD) | 1.255000114 |
| Skewness | 2.748804864 |
| Sum | 4260.350001 |
| Variance | 8.216258328 |
| Value | Count | Frequency (%) | |
| 6.559999943 | 5 | 1.0% | |
| 6.389999866 | 4 | 0.8% | |
| 6.190000057 | 4 | 0.8% | |
| 7.889999866 | 4 | 0.8% | |
| 6.940000057 | 4 | 0.8% | |
| 7.800000191 | 4 | 0.8% | |
| 9.079999924 | 4 | 0.8% | |
| 5.230000019 | 3 | 0.6% | |
| 8.600000381 | 3 | 0.6% | |
| 5.150000095 | 3 | 0.6% | |
| 8.850000381 | 3 | 0.6% | |
| 7.420000076 | 3 | 0.6% | |
| 9.029999733 | 3 | 0.6% | |
| 6.53000021 | 3 | 0.6% | |
| 6.650000095 | 3 | 0.6% | |
| 9.180000305 | 3 | 0.6% | |
| 7.409999847 | 3 | 0.6% | |
| 8.029999733 | 3 | 0.6% | |
| 8.239999771 | 3 | 0.6% | |
| 7.380000114 | 3 | 0.6% | |
| 9.369999886 | 3 | 0.6% | |
| 6.71999979 | 3 | 0.6% | |
| 6.510000229 | 3 | 0.6% | |
| 7.559999943 | 3 | 0.6% | |
| 9.199999809 | 2 | 0.4% | |
| Other values (340) | 426 | 83.9% |
| Value | Count | Frequency (%) | |
| 4.150000095 | 1 | 0.2% | |
| 4.239999771 | 1 | 0.2% | |
| 4.440000057 | 1 | 0.2% | |
| 4.539999962 | 1 | 0.2% | |
| 4.559999943 | 1 | 0.2% | |
| 4.570000172 | 1 | 0.2% | |
| 4.800000191 | 1 | 0.2% | |
| 4.820000172 | 1 | 0.2% | |
| 4.889999866 | 1 | 0.2% | |
| 5.150000095 | 3 | 0.6% |
| Value | Count | Frequency (%) | |
| 30.43000031 | 1 | 0.2% | |
| 26.23999977 | 1 | 0.2% | |
| 22.98999977 | 1 | 0.2% | |
| 22.95000076 | 1 | 0.2% | |
| 19.86000061 | 1 | 0.2% | |
| 18.92000008 | 1 | 0.2% | |
| 17.92000008 | 1 | 0.2% | |
| 17.78000069 | 1 | 0.2% | |
| 17.07999992 | 1 | 0.2% | |
| 16.61000061 | 1 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Total_Mortality | Cardiovascular_Mortality | Temperature | Relative_Humidity | Carbon_Monoxide | Sulfur_Dioxideglm.LAshumway | Nitrogen_Dioxide | Hydrocarbons | Ozone | Particulates | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 183.630005 | 97.849998 | 72.379997 | 29.200001 | 11.51 | 3.37 | 9.64 | 45.790001 | 6.69 | 72.720001 | 11.90 |
| 1 | 191.050003 | 104.639999 | 67.190002 | 67.510002 | 8.92 | 2.59 | 10.05 | 43.900002 | 6.83 | 49.599998 | 10.75 |
| 2 | 180.089996 | 94.360001 | 62.939999 | 61.419998 | 9.48 | 3.29 | 7.80 | 32.180000 | 4.98 | 55.680000 | 9.33 |
| 3 | 184.669998 | 98.050003 | 72.489998 | 58.990002 | 10.28 | 3.04 | 13.39 | 40.430000 | 9.25 | 55.160000 | 9.54 |
| 4 | 173.600006 | 95.849998 | 74.250000 | 34.799999 | 10.57 | 3.39 | 11.90 | 48.529999 | 9.15 | 66.019997 | 8.27 |
| 5 | 183.729996 | 95.980003 | 67.879997 | 66.779999 | 7.99 | 2.57 | 10.11 | 48.610001 | 8.80 | 44.009998 | 7.55 |
| 6 | 171.789993 | 88.629997 | 74.199997 | 35.160000 | 10.51 | 2.35 | 9.49 | 38.759998 | 7.42 | 47.830002 | 9.12 |
| 7 | 177.949997 | 90.849998 | 74.879997 | 55.860001 | 9.84 | 3.38 | 10.72 | 45.189999 | 10.68 | 43.599998 | 7.76 |
| 8 | 180.009995 | 92.059998 | 64.169998 | 52.680000 | 6.61 | 1.50 | 5.77 | 31.650000 | 5.85 | 24.990000 | 7.47 |
| 9 | 163.710007 | 88.750000 | 67.089996 | 50.939999 | 7.90 | 2.56 | 7.43 | 40.200001 | 7.63 | 40.410000 | 7.44 |
Last rows
| Total_Mortality | Cardiovascular_Mortality | Temperature | Relative_Humidity | Carbon_Monoxide | Sulfur_Dioxideglm.LAshumway | Nitrogen_Dioxide | Hydrocarbons | Ozone | Particulates | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 498 | 168.089996 | 81.169998 | 90.930000 | 56.730000 | 5.80 | 2.55 | 14.340000 | 56.150002 | 22.049999 | 63.599998 | 8.62 |
| 499 | 171.029999 | 83.910004 | 93.430000 | 43.009998 | 8.37 | 2.83 | 17.780001 | 60.130001 | 19.860001 | 57.529999 | 6.48 |
| 500 | 173.380005 | 82.360001 | 90.160004 | 52.160000 | 6.60 | 2.05 | 15.100000 | 53.720001 | 16.379999 | 54.970001 | 10.94 |
| 501 | 154.419998 | 79.739998 | 80.379997 | 57.310001 | 4.34 | 1.57 | 9.730000 | 40.009998 | 6.990000 | 47.220001 | 8.25 |
| 502 | 149.220001 | 73.459999 | 82.370003 | 58.770000 | 7.75 | 2.28 | 14.400000 | 53.770000 | 11.890000 | 69.139999 | 7.88 |
| 503 | 160.559998 | 79.029999 | 75.349998 | 70.029999 | 4.74 | 1.72 | 9.100000 | 41.220001 | 7.510000 | 42.169998 | 9.88 |
| 504 | 152.429993 | 76.559998 | 72.290001 | 66.889999 | 5.76 | 1.49 | 9.270000 | 43.779999 | 5.380000 | 45.590000 | 7.96 |
| 505 | 165.139999 | 78.519997 | 75.680000 | 56.150002 | 8.45 | 1.89 | 14.990000 | 54.610001 | 9.020000 | 70.720001 | 8.69 |
| 506 | 168.429993 | 89.430000 | 73.330002 | 45.730000 | 8.24 | 1.63 | 11.660000 | 52.930000 | 5.620000 | 57.580002 | 8.79 |
| 507 | 171.339996 | 85.489998 | 70.519997 | 60.669998 | 8.01 | 1.58 | 11.950000 | 54.360001 | 5.760000 | 62.610001 | 10.11 |